Model Compression

HALOC: Hardware-Aware Automatic Low-Rank Compression for Compact Neural Networks AAAI 2023 Hard Sample Matters a Lot in Zero-Shot Quantization CVPR 2023 Hierarchical3D Adapters for Long Video-to-text Summarization EACL 2023 Holistic Adversarially Robust Pruning ICLR 2023 HomoDistil: Homotopic Task-Agnostic Distillation of Pre-trained Transformers ICLR 2023 How I Learned to Stop Worrying and Love Retraining ICLR 2023 How Informative is the Approximation Error from Tensor Decomposition for Neural Network Compression? ICLR 2023 Hyperspherical Quantization: Toward Smaller and More Accurate Models WACV 2023 Improving Adversarial Robustness via Information Bottleneck Distillation NeurIPS 2023 Inference-Time Policy Adapters (IPA): Tailoring Extreme-Scale LMs without Fine-tuning EMNLP 2023 INSTA-BNN: Binary Neural Network with INSTAnce-aware Threshold ICCV 2023 Instant Soup: Cheap Pruning Ensembles in A Single Pass Can Draw Lottery Tickets from Large Models ICML 2023 Integrating Translation Memories into Non-Autoregressive Machine Translation EACL 2023 Jumping through Local Minima: Quantization in the Loss Landscape of Vision Transformers ICCV 2023 KD-Zero: Evolving Knowledge Distiller for Any Teacher-Student Pairs NeurIPS 2023 LAB: Learnable Activation Binarizer for Binary Neural Networks WACV 2023 Laughing Hyena Distillery: Extracting Compact Recurrences From Convolutions NeurIPS 2023 LCS: Learning Compressible Subspaces for Efficient, Adaptive, Real-Time Network Compression at Inference Time WACV 2023 Learned Compressive Representations for Single-Photon 3D Imaging ICCV 2023 Learning Adversarially Robust Sparse Networks via Weight Reparameterization AAAI 2023 Learning Federated Visual Prompt in Null Space for MRI Reconstruction CVPR 2023 Learning to Jointly Share and Prune Weights for Grounding Based Vision and Language Models ICLR 2023 Lifelong Compression Mixture Model via Knowledge Relationship Graph AAAI 2023 Lifting the Curse of Capacity Gap in Distilling Language Models ACL 2023 LightClone: Speaker-guided Parallel Subnet Selection for Few-shot Voice Cloning Interspeech 2023